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Exploring The Psychometric Validity Of Ai-Generated Student Responses: A Study On Virtual Personas' Learning Motivation

Authors
Huanxiao Wang
Date
Publisher
arXiv
This study explores whether large language models (LLMs) can simulate valid student responses for educational measurement. Using GPT -4o, 2000 virtual student personas were generated. Each persona completed the Academic Motivation Scale (AMS). Factor analyses(EFA and CFA) and clustering showed GPT -4o reproduced the AMS structure and distinct motivational subgroups.
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